Final Project (Work-in-Progress)

final-project

snapchat-political-ads

tidyverse

ggplot

googlesheets4

skimr

dplyr

stringr

lubridate

janitor

purrr

Analyzing Snapchat Political Ad Targeting and Expenditure in the US in 2020

Author

Ananya Pujary

Published

September 3, 2022

Warning

to do: if-else for package installing, in text citations

Code

library(tidyverse)
library(googlesheets4)
library(skimr)
library(dplyr)
library(stringr)
library(lubridate)
library(janitor)
library(purrr)
library(corrr)

knitr::opts_chunk$set(echo = TRUE)

Introduction

Snapchat has made data about the political ads shown on their app public
focus on advertisements in the United States in 2020 for Biden and Trump
looking at ad expenditure, impressions, location targeting

Reading in the Data

Code

polads_orig <- read_sheet('https://docs.google.com/spreadsheets/d/1S7jF0D2o8aC3gGndORVrksuSsvMMZwqVdKLmu4SYqUc/edit?usp=sharing')

! Using an auto-discovered, cached token.

  To suppress this message, modify your code or options to clearly consent to
  the use of a cached token.

  See gargle's "Non-interactive auth" vignette for more details:

  <https://gargle.r-lib.org/articles/non-interactive-auth.html>

ℹ The googlesheets4 package is using a cached token for 'apujary@umass.edu'.

✔ Reading from "PoliticalAds".

✔ Range 'PoliticalAds'.

Code

dim(polads_orig)

[1] 12705    38

Code

skim(polads_orig)

Data summary
Name	polads_orig
Number of rows	12705
Number of columns	38
_______________________
Column type frequency:
character	28
list	1
logical	7
numeric	2
________________________
Group variables	None

Variable type: character

skim_variable	n_missing	complete_rate	min	max	n_unique
ADID	0	1.00	64	64	12705
CreativeUrl	0	1.00	119	1319	6361
Currency Code	0	1.00	3	3	8
StartDate	0	1.00	20	20	2621
EndDate	1682	0.87	20	20	1259
OrganizationName	0	1.00	3	61	532
BillingAddress	0	1.00	2	96	318
CandidateBallotInformation	6308	0.50	2	48	565
PayingAdvertiserName	0	1.00	2	32	786
Gender	11344	0.11	4	6	2
AgeBracket	610	0.95	3	5	133
CountryCode	87	0.99	5	20	27
Regions (Included)	6894	0.46	4	492	223
Regions (Excluded)	12343	0.03	4	482	46
Electoral Districts (Included)	12437	0.02	18	230	37
Radius Targeting (Included)	11843	0.07	40	24658	422
Radius Targeting (Excluded)	12695	0.00	46	5920	2
Metros (Included)	12218	0.04	4	1515	87
Metros (Excluded)	12671	0.00	7	53	3
Postal Codes (Excluded)	12607	0.01	15	1253	12
Interests	10544	0.17	6	1486	355
OsType	12550	0.01	3	7	2
Segments	6433	0.49	22	22	1
Language	10069	0.21	2	59	28
AdvancedDemographics	11922	0.06	4	539	76
Targeting Connection Type	12637	0.01	4	4	2
Targeting Carrier (ISP)	12699	0.00	128	128	3
CreativeProperties	1997	0.84	30	546	5251

Variable type: list

skim_variable	n_missing	complete_rate	n_unique	min_length	max_length
Postal Codes (Included)	0	1	323	0	1

Variable type: logical

skim_variable	n_missing	mean	count
CommitteeName	12705	NaN	:
CommitteeIdentificationNumber	12705	NaN	:
DisclosureNameOfCommittee	12705	NaN	:
AdvertisingJurisdiction	12705	NaN	:
Electoral Districts (Excluded)	12705	NaN	:
Location Categories (Included)	12705	NaN	:
Location Categories (Excluded)	12705	NaN	:

Variable type: numeric

skim_variable	n_missing	complete_rate	mean	sd	p0	p25	p50	p75	p100	hist
Spend	0	1	1789.43	6583.85	0	62	266	1083	204062	▇▁▁▁▁
Impressions	0	1	491055.16	2709667.72	1	13691	59810	242499	149100063	▇▁▁▁▁

Code

print(summarytools::dfSummary(polads_orig, varnumbers = FALSE, plain.ascii = FALSE, graph.magnif = 0.50, style = "grid", valid.col = FALSE), 
      method = 'render', table.classes = 'table-condensed')

Data Frame Summary

polads_orig

Dimensions: 12705 x 38
Duplicates: 0

Variable

Stats / Values

Freqs (% of Valid)

Graph

Missing

ADID [character]

1. 00100c23cb3b334e724db2a3b

2. 00199a0d95fddac43f397a819

3. 0022c2c337669645f9167e04d

4. 0026f22e9fadf3091544ffa5f

5. 0036617cd3209d908cf49533b

6. 0039802a57a5db8a2625259c8

7. 003aecd3a12ec34bd15549953

8. 003e6d0ac5b37ba73cbb4f875

9. 0041308b1aeef7f97dfe712fe

10. 0042d831fbeca8df13c8c3e5e

[ 12695 others ]

1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
1	(	0.0%	)
12695	(	99.9%	)

0 (0.0%)

CreativeUrl [character]

1. https://www.snap.com/poli

2. https://www.snap.com/poli

3. https://www.snap.com/poli

4. https://www.snap.com/poli

5. https://www.snap.com/poli

6. https://www.snap.com/poli

7. https://www.snap.com/poli

8. https://www.snap.com/poli

9. https://www.snap.com/poli

10. https://www.snap.com/poli

[ 6351 others ]

54	(	0.4%	)
51	(	0.4%	)
50	(	0.4%	)
48	(	0.4%	)
45	(	0.4%	)
43	(	0.3%	)
42	(	0.3%	)
42	(	0.3%	)
36	(	0.3%	)
34	(	0.3%	)
12260	(	96.5%	)

0 (0.0%)

Currency Code [character]

1. AUD

2. CAD

3. DKK

4. EUR

5. GBP

6. NOK

7. SEK

8. USD

88	(	0.7%	)
218	(	1.7%	)
12	(	0.1%	)
327	(	2.6%	)
178	(	1.4%	)
36	(	0.3%	)
8	(	0.1%	)
11838	(	93.2%	)

0 (0.0%)

Spend [numeric]

Mean (sd) : 1789.4 (6583.9)

min ≤ med ≤ max:

0 ≤ 266 ≤ 204062

IQR (CV) : 1021 (3.7)

3494 distinct values

0 (0.0%)

Impressions [numeric]

Mean (sd) : 491055.2 (2709668)

min ≤ med ≤ max:

1 ≤ 59810 ≤ 149100063

IQR (CV) : 228808 (5.5)

12144 distinct values

0 (0.0%)

StartDate [character]

1. 2020/11/19 15:26:25Z

2. 2020/09/28 22:49:51Z

3. 2020/09/29 04:00:00Z

4. 2020/09/17 13:30:00Z

5. 2020/10/17 19:07:26Z

6. 2020/10/19 22:00:00Z

7. 2020/10/20 07:00:00Z

8. 2020/09/29 04:13:01Z

9. 2020/10/06 04:00:00Z

10. 2020/10/20 04:00:00Z

[ 2611 others ]

212	(	1.7%	)
161	(	1.3%	)
136	(	1.1%	)
125	(	1.0%	)
125	(	1.0%	)
124	(	1.0%	)
123	(	1.0%	)
113	(	0.9%	)
110	(	0.9%	)
96	(	0.8%	)
11380	(	89.6%	)

0 (0.0%)

EndDate [character]

1. 2020/11/04 01:00:00Z

2. 2020/11/03 22:00:00Z

3. 2020/09/01 03:59:59Z

4. 2020/12/08 04:59:59Z

5. 2020/11/04 04:59:59Z

6. 2020/11/04 00:00:00Z

7. 2020/07/01 03:59:59Z

8. 2020/10/06 03:59:59Z

9. 2020/11/04 00:59:59Z

10. 2020/10/13 03:59:59Z

[ 1249 others ]

422	(	3.8%	)
336	(	3.0%	)
317	(	2.9%	)
289	(	2.6%	)
205	(	1.9%	)
198	(	1.8%	)
175	(	1.6%	)
167	(	1.5%	)
161	(	1.5%	)
153	(	1.4%	)
8600	(	78.0%	)

1682 (13.2%)

OrganizationName [character]

1. Lockwood Strategy

2. ACRONYM

3. Hawkfish LLC

4. GMMB, Inc

5. Chong and Koster

6. Bully Pulpit Interactive

7. Wavelength Strategy

8. Do Big Things

9. Unilever US - 360i

10. The New Media Firm

[ 522 others ]

971	(	7.6%	)
708	(	5.6%	)
681	(	5.4%	)
657	(	5.2%	)
604	(	4.8%	)
523	(	4.1%	)
442	(	3.5%	)
359	(	2.8%	)
300	(	2.4%	)
253	(	2.0%	)
7207	(	56.7%	)

0 (0.0%)

BillingAddress [character]

1. US

2. 1140 3rd St. NW,Washingto

3. 909 Third Avenue,New York

4. 3050 K Street,Washington,

5. 1707 L St NW Suite 950,Wa

6. 1445 New York Ave NW,Wash

7. PO Box 128,Mill Valley,94

8. 32 Avenue of the Americas

9. 1730 Rhode Island Ave, NW

10. 1730 Rhode Island Ave NW

[ 308 others ]

3144	(	24.7%	)
971	(	7.6%	)
681	(	5.4%	)
657	(	5.2%	)
574	(	4.5%	)
523	(	4.1%	)
359	(	2.8%	)
300	(	2.4%	)
253	(	2.0%	)
243	(	1.9%	)
5000	(	39.4%	)

0 (0.0%)

CandidateBallotInformation [character]

1. Biden for President

2. Joe Biden

3. Collective PAC

4. Donald J Trump for Presid

5. Democratic National Commi

6. Supermajority

7. Vote By Mail

8. Progress North Carolina

9. Show Up To Vote

10. Election 2020

[ 555 others ]

688	(	10.8%	)
481	(	7.5%	)
335	(	5.2%	)
312	(	4.9%	)
276	(	4.3%	)
250	(	3.9%	)
220	(	3.4%	)
161	(	2.5%	)
137	(	2.1%	)
120	(	1.9%	)
3417	(	53.4%	)

6308 (49.6%)

PayingAdvertiserName [character]

1. PACRONYM

2. Biden for President

3. ACRONYM

4. Voter Participation Cente

5. Democratic National Commi

6. The Collective PAC

7. Ben & Jerry's

8. Supermajority PAC

9. Tech for Campaigns

10. Donald J. Trump For Presi

[ 776 others ]

911	(	7.2%	)
738	(	5.8%	)
708	(	5.6%	)
574	(	4.5%	)
349	(	2.7%	)
335	(	2.6%	)
311	(	2.4%	)
250	(	2.0%	)
222	(	1.7%	)
218	(	1.7%	)
8089	(	63.7%	)

0 (0.0%)

CommitteeName [logical]

All NA's

12705 (100.0%)

CommitteeIdentificationNumber [logical]

All NA's

12705 (100.0%)

DisclosureNameOfCommittee [logical]

All NA's

12705 (100.0%)

AdvertisingJurisdiction [logical]

All NA's

12705 (100.0%)

Gender [character]

1. FEMALE

2. MALE

1102	(	81.0%	)
259	(	19.0%	)

11344 (89.3%)

AgeBracket [character]

1. 18+
2. 18-34
3. 18-39
4. 18-24
5. 18-45
6. 21+
7. 18-35
8. 18-30
9. 25+
10. 18-40
[ 123 others ]

5516	(	45.6%	)
1411	(	11.7%	)
754	(	6.2%	)
493	(	4.1%	)
409	(	3.4%	)
350	(	2.9%	)
317	(	2.6%	)
313	(	2.6%	)
247	(	2.0%	)
237	(	2.0%	)
2048	(	16.9%	)

610 (4.8%)

CountryCode [character]

1. united states

2. kuwait

3. canada

4. united kingdom

5. norway

6. ireland

7. sweden

8. australia

9. new zealand

10. germany

[ 17 others ]

11124	(	88.2%	)
489	(	3.9%	)
220	(	1.7%	)
175	(	1.4%	)
144	(	1.1%	)
123	(	1.0%	)
69	(	0.5%	)
62	(	0.5%	)
60	(	0.5%	)
39	(	0.3%	)
113	(	0.9%	)

87 (0.7%)

Regions (Included) [character]

1. Georgia

2. North Carolina

3. Arizona

4. Michigan

5. Pennsylvania

6. Wisconsin

7. Florida

8. Minnesota

9. California

10. Nevada

[ 213 others ]

724	(	12.5%	)
620	(	10.7%	)
571	(	9.8%	)
452	(	7.8%	)
425	(	7.3%	)
347	(	6.0%	)
281	(	4.8%	)
135	(	2.3%	)
112	(	1.9%	)
107	(	1.8%	)
2037	(	35.1%	)

6894 (54.3%)

Regions (Excluded) [character]

1. Alaska

2. New Jersey,Delaware,Maryl

3. North Carolina

4. Alabama,Alaska,Arkansas,C

5. Delaware,Maryland,New Jer

6. Maine,Colorado,Arizona,No

7. Minnesota,Michigan

8. South Carolina,North Caro

9. Arizona,Colorado,Florida,

10. South Carolina

[ 36 others ]

77	(	21.3%	)
57	(	15.7%	)
35	(	9.7%	)
24	(	6.6%	)
24	(	6.6%	)
11	(	3.0%	)
11	(	3.0%	)
10	(	2.8%	)
8	(	2.2%	)
8	(	2.2%	)
97	(	26.8%	)

12343 (97.2%)

Electoral Districts (Included) [character]

1. Florida 1st District,Flor

2. Minnesota 1st District

3. California 45th District

4. Nevada 3rd District

5. North Carolina 8th Distri

6. Georgia 7th District

7. Massachusetts 4th Distric

8. Pennsylvania 6th District

9. Arizona 1st District,Oreg

10. Minnesota 2nd District

[ 27 others ]

20	(	7.5%	)
16	(	6.0%	)
13	(	4.9%	)
13	(	4.9%	)
13	(	4.9%	)
12	(	4.5%	)
12	(	4.5%	)
12	(	4.5%	)
11	(	4.1%	)
10	(	3.7%	)
136	(	50.7%	)

12437 (97.9%)

Electoral Districts (Excluded) [logical]

All NA's

12705 (100.0%)

Radius Targeting (Included) [character]

1. latitude 56.7812001803872

2. latitude 39.7348;longitud

3. latitude 29.31;longitude

4. latitude 29.32;longitude

5. latitude 29.33;longitude

6. latitude 29.32;longitude

7. latitude 38.63;longitude

8. latitude -38.789272041166

9. latitude 29.3;longitude 4

10. latitude 29.305433;longit

[ 412 others ]

17	(	2.0%	)
16	(	1.9%	)
10	(	1.2%	)
10	(	1.2%	)
10	(	1.2%	)
9	(	1.0%	)
9	(	1.0%	)
8	(	0.9%	)
8	(	0.9%	)
8	(	0.9%	)
757	(	87.8%	)

11843 (93.2%)

Radius Targeting (Excluded) [character]

1. latitude 38.6245;longitud

2. latitude 55.6401917;longi

9	(	90.0%	)
1	(	10.0%	)

12695 (99.9%)

Metros (Included) [character]

1. Philadelphia

2. Detroit

3. Auckland,Wellington,Chris

4. Seattle - Tacoma

5. Orlando - Daytona Beach -

6. West Palm Beach - Ft. Pie

7. Chicago

8. Milwaukee

9. Los Angeles

10. San Francisco - Oakland -

[ 77 others ]

49	(	10.1%	)
26	(	5.3%	)
21	(	4.3%	)
17	(	3.5%	)
16	(	3.3%	)
16	(	3.3%	)
15	(	3.1%	)
15	(	3.1%	)
14	(	2.9%	)
14	(	2.9%	)
284	(	58.3%	)

12218 (96.2%)

Metros (Excluded) [character]

1. Atlanta

2. North Battleford,Lloydmin

3. Northern Ireland

1	(	2.9%	)
4	(	11.8%	)
29	(	85.3%	)

12671 (99.7%)

Postal Codes (Included) [list]

1.
2.
3.
4.
5.
6.
7.
8.
9.
10.
11.
12.
13.
14.
15.
16.
17.
18.
19.
20.
21.
22.
23.
24.
25.
26.
27.
28.
29.
30.
31.
32.
33.
34.
35.
36.
37.
38.
39.
40.
41.
42.
43.
44.
45.
46.
47.
48.
49.
50.
51.
52.
53.
54.
55.
56.
57.
58.
59.
60.
61.
62.
63.
64.
65.
66.
67.
68.
69.
70.
71.
72.
73.
74.
75.
76.
77.
78.
79.
80.
81.
82.
83.
84.
85.
86.
87.
88.
89.
90.
91.
92.
93.
94.
95.
96.
97.
98.
99.
100.
101.
102.
103.
104.
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106.
107.
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109.
110.
111.
112.
113.
114.
115.
116.
117.
118.
119.
120.
121.
122.
123.
124.
125.
126.
127.
128.
129.
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133.
134.
135.
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159.
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161.
162.
163.
164.
165.
166.
167.
168.
169.
170.
171.
172.
173.
174.
175.
176.
177.
178.
179.
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182.
183.
184.
185.
186.
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189.
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197.
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205.
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212.
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218.
219.
220.
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223.
224.
225.
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239.
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241.
242.
243.
244.
245.
246.
247.
248.
249.
250.
251.
252.
253.
254.
255.
256.
257.
258.
259.
260.
261.
262.
263.
264.
265.
266.
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268.
269.
270.
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274.
275.
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283.
284.
285.
286.
287.
288.
289.
290.
291.
292.
293.
294.
295.
296.
297.
298.
299.
300.
301.
302.
303.
304.
305.
306.
307.
308.
309.
310.
311.
312.
313.
314.
315.
316.
317.
318.
319.
320.
321.
322.
323.
324.
325.
326.
327.
328.
329.
330.
331.
332.
333.
334.
335.
336.
337.
338.
339.
340.
341.
342.
343.
344.
345.
346.
347.
348.
349.
350.
351.
352.
353.
354.
355.
356.
357.
358.
359.
360.
361.
362.
363.
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440.
441.
442.
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452.
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454.
455.
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473.
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477.
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480.
481.
482.
483.
484.
485.
486.
487.
488.
489.
490.
491.
492.
493.
494.
495.
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509.
510.
511.
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514.
515.
516.
517.
518.
519.
520.
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12069.
12070.
12071.
12072.
12073.
12074.
12075.
12076.
12077.
12078.
12079.
12080.
12081.
12082.
12083.
12084.
12085.
12086.
12087.
12088.
12089.
12090.
12091.
12092.
12093.
12094.
12095.
12096.
12097.
12098.
12099.
12100.
12101.
12102.
12103.
12104.
12105.
12106.
12107.
12108.
12109.
12110.
12111.
12112.
12113.
12114.
12115.
12116.
12117.
12118.
12119.
12120.
12121.
12122.
12123.
12124.
12125.
12126.
12127.
12128.
12129.
12130.
12131.
12132.
12133.
12134.
12135.
12136.
12137.
12138.
12139.
12140.
12141.
12142.
12143.
12144.
12145.
12146.
12147.
12148.
12149.
12150.
12151.
12152.
12153.
12154.
12155.
12156.
12157.
12158.
12159.
12160.
12161.
12162.
12163.
12164.
12165.
12166.
12167.
12168.
12169.
12170.
12171.
12172.
12173.
12174.
12175.
12176.
12177.
12178.
12179.
12180.
12181.
12182.
12183.
12184.
12185.
12186.
12187.
12188.
12189.
12190.
12191.
12192.
12193.
12194.
12195.
12196.
12197.
12198.
12199.
12200.
12201.
12202.
12203.
12204.
12205.
12206.
12207.
12208.
12209.
12210.
12211.
12212.
12213.
12214.
12215.
12216.
12217.
12218.
12219.
12220.
12221.
12222.
12223.
12224.
12225.
12226.
12227.
12228.
12229.
12230.
12231.
12232.
12233.
12234.
12235.
12236.
12237.
12238.
12239.
12240.
12241.
12242.
12243.
12244.
12245.
12246.
12247.
12248.
12249.
12250.
12251.
12252.
12253.
12254.
12255.
12256.
12257.
12258.
12259.
12260.
12261.
12262.
12263.
12264.
12265.
12266.
12267.
12268.
12269.
12270.
12271.
12272.
12273.
12274.
12275.
12276.
12277.
12278.
12279.
12280.
12281.
12282.
12283.
12284.
12285.
12286.
12287.
12288.
12289.
12290.
12291.
12292.
12293.
12294.
12295.
12296.
12297.
12298.
12299.
12300.
12301.
12302.
12303.
12304.
12305.
12306.
12307.
12308.
12309.
12310.
12311.
12312.
12313.
12314.
12315.
12316.
12317.
12318.
12319.
12320.
12321.
12322.
12323.
12324.
12325.
12326.
12327.
12328.
12329.
12330.
12331.
12332.
12333.
12334.
12335.
12336.
12337.
12338.
12339.
12340.
12341.
12342.
12343.
12344.
12345.
12346.
12347.
12348.
12349.
12350.
12351.
12352.
12353.
12354.
12355.
12356.
12357.
12358.
12359.
12360.
12361.
12362.
12363.
12364.
12365.
12366.
12367.
12368.
12369.
12370.
12371.
12372.
12373.
12374.
12375.
12376.
12377.
12378.
12379.
12380.
12381.
12382.
12383.
12384.
12385.
12386.
12387.
12388.
12389.
12390.
12391.
12392.
12393.
12394.
12395.
12396.
12397.
12398.
12399.
12400.
12401.
12402.
12403.
12404.
12405.
12406.
12407.
12408.
12409.
12410.
12411.
12412.
12413.
12414.
12415.
12416.
12417.
12418.
12419.
12420.
12421.
12422.
12423.
12424.
12425.
12426.
12427.
12428.
12429.
12430.
12431.
12432.
12433.
12434.
12435.
12436.
12437.
12438.
12439.
12440.
12441.
12442.
12443.
12444.
12445.
12446.
12447.
12448.
12449.
12450.
12451.
12452.
12453.
12454.
12455.
12456.
12457.
12458.
12459.
12460.
12461.
12462.
12463.
12464.
12465.
12466.
12467.
12468.
12469.
12470.
12471.
12472.
12473.
12474.
12475.
12476.
12477.
12478.
12479.
12480.
12481.
12482.
12483.
12484.
12485.
12486.
12487.
12488.
12489.
12490.
12491.
12492.
12493.
12494.
12495.
12496.
12497.
12498.
12499.
12500.
12501.
12502.
12503.
12504.
12505.
12506.
12507.
12508.
12509.
12510.
12511.
12512.
12513.
12514.
12515.
12516.
12517.
12518.
12519.
12520.
12521.
12522.
12523.
12524.
12525.
12526.
12527.
12528.
12529.
12530.
12531.
12532.
12533.
12534.
12535.
12536.
12537.
12538.
12539.
12540.
12541.
12542.
12543.
12544.
12545.
12546.
12547.
12548.
12549.
12550.
12551.
12552.
12553.
12554.
12555.
12556.
12557.
12558.
12559.
12560.
12561.
12562.
12563.
12564.
12565.
12566.
12567.
12568.
12569.
12570.
12571.
12572.
12573.
12574.
12575.
12576.
12577.
12578.
12579.
12580.
12581.
12582.
12583.
12584.
12585.
12586.
12587.
12588.
12589.
12590.
12591.
12592.
12593.
12594.
12595.
12596.
12597.
12598.
12599.
12600.
12601.
12602.
12603.
12604.
12605.
12606.
12607.
12608.
12609.
12610.
12611.
12612.
12613.
12614.
12615.
12616.
12617.
12618.
12619.
12620.
12621.
12622.
12623.
12624.
12625.
12626.
12627.
12628.
12629.
12630.
12631.
12632.
12633.
12634.
12635.
12636.
12637.
12638.
12639.
12640.
12641.
12642.
12643.
12644.
12645.
12646.
12647.
12648.
12649.
12650.
12651.
12652.
12653.
12654.
12655.
12656.
12657.
12658.
12659.
12660.
12661.
12662.
12663.
12664.
12665.
12666.
12667.
12668.
12669.
12670.
12671.
12672.
12673.
12674.
12675.
12676.
12677.
12678.
12679.
12680.
12681.
12682.
12683.
12684.
12685.
12686.
12687.
12688.
12689.
12690.
12691.
12692.
12693.
12694.
12695.
12696.
12697.
12698.
12699.
12700.
12701.
12702.
12703.
12704.
12705.

NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
numeric	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)
NULL	(	NaN%Valid	)
character	(	100.0%Valid	)

0 (0.0%)

Postal Codes (Excluded) [character]

1. 59086,59741,59714,59752,5
2. 80012,80014,80022,80033,8
3. 27514,28467,28451,28786,2
4. 75217,79936,77084,78521,7
5. 85123,85712,85143,86005,8
6. 27048,27101,27212,27231,2
7. 85004,85008,85012,85014,8
8. s0j,s0m,s9x,s0e
9. 55001,55003,55005,55010,5
10. 85001,85009,85010,85013,8
[ 2 others ]

34	(	34.7%	)
17	(	17.3%	)
12	(	12.2%	)
9	(	9.2%	)
9	(	9.2%	)
4	(	4.1%	)
4	(	4.1%	)
4	(	4.1%	)
2	(	2.0%	)
1	(	1.0%	)
2	(	2.0%	)

12607 (99.2%)

Location Categories (Included) [logical]

All NA's

12705 (100.0%)

Location Categories (Excluded) [logical]

All NA's

12705 (100.0%)

Interests [character]

1. Advocates & Activists,Col

2. Political News Watchers

3. Advocates & Activists

4. Advocates & Activists,Pol

5. Advocates & Activists,New

6. TV Network Viewers (BET)

7. Arts & Culture Mavens,Clu

8. Advocates & Activists,Bea

9. Collegiates

10. Latin Music Fans

[ 345 others ]

163	(	7.5%	)
121	(	5.6%	)
100	(	4.6%	)
56	(	2.6%	)
46	(	2.1%	)
38	(	1.8%	)
37	(	1.7%	)
36	(	1.7%	)
35	(	1.6%	)
35	(	1.6%	)
1494	(	69.1%	)

10544 (83.0%)

OsType [character]

1. ANDROID

2. IOS

43	(	27.7%	)
112	(	72.3%	)

12550 (98.8%)

Segments [character]

1. Provided by Advertiser

6272

(

100.0%

)

6433 (50.6%)

Language [character]

1. en

2. en,es

3. es

4. ar,en

5. ar

6. fr

7. nb

8. de

9. zh

10. en,ar

[ 18 others ]

1741	(	66.0%	)
222	(	8.4%	)
197	(	7.5%	)
150	(	5.7%	)
90	(	3.4%	)
71	(	2.7%	)
50	(	1.9%	)
29	(	1.1%	)
13	(	0.5%	)
12	(	0.5%	)
61	(	2.3%	)

10069 (79.3%)

AdvancedDemographics [character]

1. Education (Some College),

2. Spanish Speakers

3. HHI: <50k

4. Education (High School Di

5. Occupation (Blue Collar),

6. Moms

7. Education (Some College),

8. Marital Status (Married),

9. College Graduates,Educati

10. College Graduates

[ 66 others ]

217	(	27.7%	)
73	(	9.3%	)
28	(	3.6%	)
26	(	3.3%	)
26	(	3.3%	)
24	(	3.1%	)
23	(	2.9%	)
22	(	2.8%	)
19	(	2.4%	)
18	(	2.3%	)
307	(	39.2%	)

11922 (93.8%)

Targeting Connection Type [character]

1. CELL

2. WIFI

2	(	2.9%	)
66	(	97.1%	)

12637 (99.5%)

Targeting Carrier (ISP) [character]

1. Country united states Car

2. Country united states Car

3. Country united states Car

2	(	33.3%	)
3	(	50.0%	)
1	(	16.7%	)

12699 (100.0%)

CreativeProperties [character]

1. deep_link_uri:snapchat://

2. web_view_url:https://spun

3. web_view_url:https://www.

4. web_view_url:http://middl

5. web_view_url:https://www.

6. web_view_url:https://amer

7. web_view_url:https://amer

8. web_view_url:https://fron

9. web_view_url:https://next

10. web_view_url:https://next

[ 5241 others ]

133	(	1.2%	)
84	(	0.8%	)
80	(	0.7%	)
76	(	0.7%	)
73	(	0.7%	)
61	(	0.6%	)
53	(	0.5%	)
44	(	0.4%	)
44	(	0.4%	)
44	(	0.4%	)
10016	(	93.5%	)

1997 (15.7%)

Generated by summarytools 1.0.1 (R version 4.2.1)
2022-09-03

This file contains the information for political ads that are/have been displayed on Snapchat’s platform. It has 12705 rows and 38 columns. There are 28 character-type, 1 list-type, 7 logical-type, and 2 numeric-type columns. the variables are:

ADID: A unique value for each political advertisement.
CreativeURL: A URL to the advertisement’s creative content.
Currency Code: The currency used by the account creating the advertisement.
Spend: The amount spent by the advertiser for the ad campaign expressed in local currency.
Impressions: The number of times the advertisement has been viewed by Snapchat users.
StartDate: The time at which the advertisement was set to start running on the platform.
EndDate: The time at which the advertisement was set to stop running on the platform.
OrganizationName: The organization that is responsible for creating the advertisement.
BillingAddress: The address of the organization that is responsible for creating the advertisement.
CandidateBallotInformation: Information on the candidate (for California elections: also the office they are contesting for) or ballot initiative that the advertisement is associated with the advertisement.
PayingAdvertiserName: The entity that is providing funds for the advertisement.
CommitteeName: The name of the committee paying for the advertisement.
CommitteeIdentificationNumber: The identification number of the committee paying for the advertisement.
DisclosureNameOfCommittee: The disclosure name of the committee paying for the advertisement, as stipulated by California law.
AdvertisingJurisdiction: The jurisdiction that the advertisement refers to.
Gender: The genders targeted by the advertisement. If this field is empty, all genders were targeted.
AgeBracket: The ages targeted by the advertisement. If this field is empty, all ages were targeted.
CountryCode: The country that the advertisement is targeting.
Regions (Included): The region(s) included in the advertisement’s targeting criteria (states or provinces).
Regions (Excluded): The region(s) excluded in the advertisement’s targeting criteria (states or provinces).
Electoral Districts (Included): The electoral district(s) included in the advertisement’s targeting criteria.
Electoral Districts (Excluded): The electoral district(s) excluded in the advertisement’s targeting criteria.
Radius Targeting (Included): The point-radius circles included in the advertisement’s targeting criteria.
Radius Targeting (Excluded): The point-radius circles excluded in the advertisement’s targeting criteria.
Metros (Included): The metro(s) included in the advertisement’s targeting criteria.
Metros (Excluded): The metro(s) excluded in the advertisement’s targeting criteria.
Postal Code (Included): The postal code(s) included in the advertisement’s targeting criteria.
Postal Code (Excluded): The postal code(s) excluded in the advertisement’s targeting criteria.
Location Categories (Included): The location categories included in the advertisement’s targeting criteria.
Location Categories (Excluded): The location categories excluded in the advertisement’s targeting criteria.
Interests: The interest audience(s) included in the advertisement’s targeting criteria. If this field is empty, then no interest targeting was used.
OsType: The operating systems included in the advertisement’s targeting criteria. If this field is empty, then all operating systems were targeted.
Segments: The segments included in the advertisement’s targeting criteria. This is advertiser-specific data used such as Snap Audience Match¹ or Lookalike audiences² .
Language: The languages targeted by the advertisement. If this field is empty, then no language-based targeting was used.
AdvancedDemographics: The third-party data segments targeted by the advertisement. If this field is empty, then no third-party data segments were used.

Targeting Connection Type: The internet connection type targeted by the advertisement. If this field is empty, then no targeting based on internet connect type was used.
Targeting Carrier (ISP): The carrier type targeted by the advertisement. If this field is empty, all carrier types are targeted.
CreativeProperties: The URL specified in advertisement’s call to action.

Warning

issue: all columns not showing up in plot

Code

missing.values <- polads_orig %>%
  gather(key = "key", value = "val") %>%
  mutate(isna = is.na(val)) %>%
  group_by(key) %>%
  mutate(total = n()) %>%
  group_by(key, total, isna) %>%
  summarise(num.isna = n()) %>%
  mutate(percents = num.isna / total * 100)

`summarise()` has grouped output by 'key', 'total'. You can override using the
`.groups` argument.

Code

levels <-
    (missing.values  %>% filter(isna == T) %>% arrange(desc(percents)))$key

missing_val_plot <- missing.values %>%
      ggplot() +
        geom_bar(aes(x = reorder(key, desc(percents)), 
                     y = percents, fill=isna), 
                 stat = 'identity', alpha=0.8) +
      scale_x_discrete(limits = levels) +
      scale_fill_manual(name = "", 
                        values = c('pink', 'grey'), labels = c("Present", "Missing")) +
      coord_flip() + labs(title = "Percentage of missing values", x =
             'Column', y = "Missing values %")

missing_val_plot

Warning: Removed 10 rows containing missing values (position_stack).

Now, let’s look at the distribution of countries receiving political advertisements on Snapchat.

Warning

arrange in descending

Code

table(polads_orig$CountryCode) %>%
  knitr::kable(caption = "Countries Receiving Political Ads on Snapchat (2020)",col.names = c("Country","Frequency"))

Countries Receiving Political Ads on Snapchat (2020)
Country	Frequency
australia	62
austria	2
belgium	1
brazil	4
canada	220
denmark	25
finland	4
france	25
germany	39
indonesia	3
ireland	123
japan	4
jordan	3
kuwait	489
netherlands	15
new zealand	60
nigeria	3
norway	144
philippines	3
poland	1
saudi arabia	4
south africa	2
sweden	69
switzerland	13
united arab emirates	1
united kingdom	175
united states	11124

The highest number of political advertisements were delivered to places in the United States (11124).

Tidying the Data

Snake case is typically recommended by tidyverse’s style guide for column names and object names. However the column names in this dataset are written either in title case (e.g. Currency Code) or camel case (e.g. OrganizationName). Some of them also contain special characters like brackets which could interfere with implementing R functions.

Note

Snake case refers to the writing style that replaces spaces between words with an underscore (_) and all of the letters in a word are lowercase. On the other hand, title case is the writing style in which the first letter of each word is capitalized and there are spaces between each word. A third type is the camel case, wherein phrases are written out without punctuation or spaces, and words are usually distinguished with the second word’s first letter capitalized.

Hence, using the clean_names() function from the ‘janitor’ package to convert all the column names accordingly.

Code

polads <-clean_names(polads_orig)

colnames(polads)

 [1] "adid"                            "creative_url"                   
 [3] "currency_code"                   "spend"                          
 [5] "impressions"                     "start_date"                     
 [7] "end_date"                        "organization_name"              
 [9] "billing_address"                 "candidate_ballot_information"   
[11] "paying_advertiser_name"          "committee_name"                 
[13] "committee_identification_number" "disclosure_name_of_committee"   
[15] "advertising_jurisdiction"        "gender"                         
[17] "age_bracket"                     "country_code"                   
[19] "regions_included"                "regions_excluded"               
[21] "electoral_districts_included"    "electoral_districts_excluded"   
[23] "radius_targeting_included"       "radius_targeting_excluded"      
[25] "metros_included"                 "metros_excluded"                
[27] "postal_codes_included"           "postal_codes_excluded"          
[29] "location_categories_included"    "location_categories_excluded"   
[31] "interests"                       "os_type"                        
[33] "segments"                        "language"                       
[35] "advanced_demographics"           "targeting_connection_type"      
[37] "targeting_carrier_isp"           "creative_properties"

Since these columns only have missing values, they can be excluded from analysis: committee_name, committee_identification_number, disclosure_name_of_committee, advertising_jurisdiction, electoral_districts_excluded, location_categories_included, location_categories_excluded.

Code

polads <- polads %>% 
  remove_empty()

value for "which" not specified, defaulting to c("rows", "cols")

Narrowing down the data

Only keeping rows that describe ads targeting the United States:

Code

polads <- filter(polads,country_code =="united states")
polads

# A tibble: 11,124 × 31
   adid    creat…¹ curre…² spend impre…³ start…⁴ end_d…⁵ organ…⁶ billi…⁷ candi…⁸
   <chr>   <chr>   <chr>   <dbl>   <dbl> <chr>   <chr>   <chr>   <chr>   <chr>  
 1 e78d27… https:… USD       320   17437 2020/0… 2020/0… Realti… P.O. B… Donald…
 2 216082… https:… USD         1      88 2020/1… 2020/1… Hawkfi… 909 Th… Collec…
 3 a9477e… https:… USD       194   31396 2020/1… 2020/1… Wavele… US      Nation…
 4 c7865f… https:… USD        10    2244 2020/0… 2020/1… Chong … 1707 L… <NA>   
 5 a3bc3a… https:… USD       154   40016 2020/0… 2020/0… BCom S… 919 Ce… <NA>   
 6 bf710f… https:… USD       471   52925 2020/0… 2020/0… ACRONYM US      <NA>   
 7 0a1f53… https:… USD       220   26468 2020/0… 2020/0… ACRONYM US      <NA>   
 8 b12e6e… https:… USD        97  111865 2020/0… <NA>    Greate… US      <NA>   
 9 d9974b… https:… USD        36    8699 2020/0… 2020/0… LoudDo… 1 MONC… <NA>   
10 511f74… https:… USD       560  281284 2020/0… 2020/0… Pete f… 202 S … Pete f…
# … with 11,114 more rows, 21 more variables: paying_advertiser_name <chr>,
#   gender <chr>, age_bracket <chr>, country_code <chr>,
#   regions_included <chr>, regions_excluded <chr>,
#   electoral_districts_included <chr>, radius_targeting_included <chr>,
#   radius_targeting_excluded <chr>, metros_included <chr>,
#   metros_excluded <chr>, postal_codes_included <list>,
#   postal_codes_excluded <chr>, interests <chr>, os_type <chr>, …
# ℹ Use `print(n = ...)` to see more rows, and `colnames()` to see all variable names

Verifying whether all ads targeted for the United States were paid for in USD.

Code

table(select(polads,currency_code))

currency_code
  CAD   USD 
    3 11121

Three ads were paid for in Canadian Dollars (CAD). Finding out more about these three rows:

Code

polads %>%
  filter(currency_code=="CAD")

# A tibble: 3 × 31
  adid     creat…¹ curre…² spend impre…³ start…⁴ end_d…⁵ organ…⁶ billi…⁷ candi…⁸
  <chr>    <chr>   <chr>   <dbl>   <dbl> <chr>   <chr>   <chr>   <chr>   <chr>  
1 ad3ebd9… https:… CAD      3320 1121298 2020/0… 2020/0… MediaC… 155 Qu… <NA>   
2 2df33db… https:… CAD      1647  608480 2020/0… 2020/0… MediaC… 155 Qu… <NA>   
3 ec74eec… https:… CAD       106   42658 2020/1… <NA>    Point … 1404-2… <NA>   
# … with 21 more variables: paying_advertiser_name <chr>, gender <chr>,
#   age_bracket <chr>, country_code <chr>, regions_included <chr>,
#   regions_excluded <chr>, electoral_districts_included <chr>,
#   radius_targeting_included <chr>, radius_targeting_excluded <chr>,
#   metros_included <chr>, metros_excluded <chr>, postal_codes_included <list>,
#   postal_codes_excluded <chr>, interests <chr>, os_type <chr>,
#   segments <chr>, language <chr>, advanced_demographics <chr>, …
# ℹ Use `colnames()` to see all variable names

Two ads were paid for by the University of British Columbia and were targeted at people aged 16-25 in the following areas: San Francisco, Oakland, and San Jose. The third was paid for by Point Digital Creative Studio. None of them provided information about the candidate associated with the ad.

Since we require information about the candidate in order to analyze relative ad spending, targetting and impressions, tidying up the candidate_ballot_information column by removing missing values:

Code

sum(is.na(polads$candidate_ballot_information))

[1] 5312

Code

# removing rows with missing values
polads <- drop_na(polads,candidate_ballot_information)
polads

# A tibble: 5,812 × 31
   adid    creat…¹ curre…² spend impre…³ start…⁴ end_d…⁵ organ…⁶ billi…⁷ candi…⁸
   <chr>   <chr>   <chr>   <dbl>   <dbl> <chr>   <chr>   <chr>   <chr>   <chr>  
 1 e78d27… https:… USD       320   17437 2020/0… 2020/0… Realti… P.O. B… Donald…
 2 216082… https:… USD         1      88 2020/1… 2020/1… Hawkfi… 909 Th… Collec…
 3 a9477e… https:… USD       194   31396 2020/1… 2020/1… Wavele… US      Nation…
 4 511f74… https:… USD       560  281284 2020/0… 2020/0… Pete f… 202 S … Pete f…
 5 622f25… https:… USD       453   87659 2020/0… 2020/1… Bluepr… 1730 R… Angie …
 6 0218a5… https:… USD     12188  793089 2020/1… 2020/1… GMMB, … 3050 K… Biden …
 7 3c4466… https:… USD        29    6634 2020/1… 2020/1… Break … 1768 C… Fire M…
 8 29b33d… https:… USD       783   77524 2020/0… 2020/0… Biden … 1500 M… Biden …
 9 81be40… https:… USD        52   26369 2020/0… 2020/0… Future… US      Earth …
10 8846e4… https:… USD       387   30969 2020/1… 2020/1… Bully … 1445 N… Joe Bi…
# … with 5,802 more rows, 21 more variables: paying_advertiser_name <chr>,
#   gender <chr>, age_bracket <chr>, country_code <chr>,
#   regions_included <chr>, regions_excluded <chr>,
#   electoral_districts_included <chr>, radius_targeting_included <chr>,
#   radius_targeting_excluded <chr>, metros_included <chr>,
#   metros_excluded <chr>, postal_codes_included <list>,
#   postal_codes_excluded <chr>, interests <chr>, os_type <chr>, …
# ℹ Use `print(n = ...)` to see more rows, and `colnames()` to see all variable names

There were 5312 rows missing candidate information. Next, I’m only including those rows that explicitly states the candidate name (containing the words ‘Biden’ and ‘Trump’).

Code

table(select(polads,candidate_ballot_information))

candidate_ballot_information
                                            2020 
                                               1 
                                     2020 Census 
                                              14 
                                   2020 Election 
                                               9 
                                  2020 GA Runoff 
                                               4 
                  2020 General Election Act GOTV 
                                               1 
                2020 General Election New Mexico 
                                               3 
                          2020 General Elections 
                                               1 
              2020 General Elections Absentee NM 
                                               1 
                       2020 General Elections NM 
                                               1 
                         2020 General GOTV Ed NM 
                                               1 
                           2020 Get Out the Vote 
                                               1 
                      2020 Presidential Election 
                                               1 
                                  2020 US Census 
                                              14 
                                      314 Action 
                                              17 
                     A Better Wisconsin Together 
                                               1 
      A Better Wisconsin Together Political Fund 
                                               3 
                                   Aaron Godfrey 
                                               1 
                      Aaron Godfrey for Congress 
                                               1 
                                 Aaron Lieberman 
                                               2 
                                 Abigail Wheeler 
                                               3 
                                          ACCESS 
                                               4 
                                   Against Trump 
                                               1 
                                     AJ Kurdoglu 
                                               7 
                                        Al Gross 
                                               2 
              Alameda County Community Food Bank 
                                               6 
                                  Alek Skarlatos 
                                               1 
                        Alexandria Ocasio-Cortez 
                                               6 
           Alexandria Ocasio-Cortez for Congress 
                                               8 
                                    Alyse Galvin 
                                               4 
                                  Amanda Siggins 
                                               2 
                            America First Action 
                                               6 
                          America First Policies 
                                              12 
                          Amy McGrath for Senate 
                                              95 
             Andrea Hickey for Village President 
                                               1 
                                     Andrew Yang 
                                               1 
                        Angie Craig for Congress 
                                              10 
                                Anthony Brindisi 
                                               7 
                    Arizonans for Second Chances 
                                               1 
            Asian Pacific Islander American Vote 
                                               5 
                                  Austin Knudsen 
                                               1 
                         AZ Students Association 
                                              52 
                                     BadgersVote 
                                               1 
                               Be a Voter videos 
                                               1 
             Beaver Dam Public Safety Referendum 
                                               2 
                                    Ben Schwanke 
                                               2 
                                  Betty Guardado 
                                               1 
                                           Biden 
                                               5 
                             Biden for President 
                                             676 
                                    Biden Harris 
                                               2 
                              Biden Victory Fund 
                                              65 
                                  Biden vs Trump 
                                               1 
                          Bill Bolton for Senate 
                                               3 
                              Black Lives Matter 
                                               1 
                     Black Lives Matter Michigan 
                                               1 
                                   Black Vote PA 
                                               2 
                       Blood Weber Bostar Hester 
                                              34 
                                 Bluestem Kansas 
                                               1 
                          Brenda McKenna for SD9 
                                               3 
       Brian Chism for 27th State Representative 
                                               3 
          Brian Evans for US Congress District 2 
                                               1 
      Bridget Mary McCormack and Elizabeth Welch 
                                               1 
                                CA 48 House Race 
                                               3 
                                      CA-25 GOTV 
                                              13 
                       California National Party 
                                               1 
                   California Secretary of State 
                                              72 
                            Cameron County Votes 
                                               1 
                       Cameron Webb for Congress 
                                               2 
                   Cameron Webb for Congress VA5 
                                               1 
                              Candace Valenzuela 
                                               4 
                                    Cathy Kunkel 
                                               1 
                                           Ch 78 
                                               1 
                                   Chance Trahan 
                                               1 
                                Chokwe Pitchford 
                                               2 
                                  Christina Hale 
                                               7 
                                 Christine Marsh 
                                               5 
          Chuck Clemons for State Representative 
                                               1 
                        Citizen Action Wisconsin 
                                              18 
                                  Claire Barnett 
                                               1 
                                    Colette Nies 
                                               2 
                               Collective Future 
                                               1 
                                  Collective PAC 
                                             335 
                 Committee To Elect Holly Herson 
                                               1 
                     CommitteeToElectHollyHerson 
                                               2 
                       Commonwealth Commucations 
                                               6 
                     Commonwealth Communications 
                                               6 
                            Congress of Counties 
                                               2 
                                 Conozca su voto 
                                               1 
                                     Coral Evans 
                                               6 
                  Corey Woods for Mayor of Tempe 
                                               1 
                         Corrupto Carlos Gimenez 
                                               2 
                                Count Every Vote 
                                              11 
                                      Dan Feehan 
                                              16 
                         Dan Forest for Governor 
                                               2 
                                       Dan Quart 
                                               3 
                                   Danny Ellyson 
                                               1 
        Danny Ellyson For United States Congress 
                                               1 
                                   Danny Hamrick 
                                               2 
                                Daqavise Winston 
                                               2 
                Dave Koehler for IL State Senate 
                                               2 
                         Dave Koehler for Senate 
                                               3 
                  David Dudenhoefer for Congress 
                                               1 
                                     David Young 
                                               1 
                                  Day and Royers 
                                              24 
                                            DCCC 
                                               5 
          Deborah Gonzalez for District Attorney 
                                               1 
                       Defend American Democracy 
                                               1 
                               Delia Parker Mims 
                                              16 
                   Democratic National Committee 
                                             276 
        Democratic National Convention Committee 
                                              14 
                         Democrats and Joe Biden 
                                               1 
                                    Desiree Tims 
                                               1 
                                  Detroit Action 
                                               1 
                            Detroit Branch NAACP 
                                               5 
            Detroit Hispanic Development Council 
                                               5 
                                             DNC 
                                              31 
                                            DNCC 
                                              23 
                                     Donal Trump 
                                               1 
                                   Donald Abbott 
                                               1 
                               Donald For Sparks 
                                               3 
                                  Donald J Trump 
                                              12 
                    Donald J Trump for President 
                                             312 
                                    Donald Trump 
                                              66 
                                    Donald Trunp 
                                               1 
                     Doreen Gallegos for NM HD52 
                                               2 
                                     Doria Drost 
                                               1 
             Early Voting - Presidential Primary 
                                               1 
                                  Earth Day 2020 
                                               9 
                             Earth Day Live 2020 
                                              12 
                                   Education Now 
                                              32 
          El Sheriff Troy Nehls no respeta Texas 
                                               4 
                                      Elad Gross 
                                               3 
                                   Election 2020 
                                             120 
                                    Election Day 
                                               3 
                                    Eliot Bostar 
                                               1 
                                     Eliot Engel 
                                               1 
                                 Emmanuel Zamora 
                                               4 
                                 Engage Michigan 
                                               2 
                            Engage Michigan ACLU 
                                               2 
                                    Equality PAC 
                                               6 
                                      Eric Garza 
                                               5 
                               Ernest  E Mackins 
                                               2 
    Face the Facts Election 2020 Youth Town Hall 
                                               1 
                                      Fair Fight 
                                               2 
                                  Felicia French 
                                               2 
                    Fire Mitch Save America Fund 
                                              27 
                          Fiscal Guide to Voting 
                                              18 
                        Florida Democratic Party 
                                              26 
                                   Florida Watch 
                                              27 
            For Wisconsin 49th District Assembly 
                                               1 
                              Franklin Cornielle 
                                               2 
             Franklin Cornielle for MI State Rep 
                                               2 
                         Free the vote Nicole ad 
                                               2 
                                Friends for Foxx 
                                               6 
                                Future Coalition 
                                               2 
                                             FYI 
                                               1 
                                       GA Runoff 
                                               1 
                                    GARY DICKENS 
                                               1 
                                     Gary Peters 
                                               1 
                                       Gay Pride 
                                               1 
                               General Neighbors 
                                               1 
             Georgia Budget and Policy Institute 
                                              30 
                                  Georgia Runoff 
                                              40 
        Georgia Runoff Election Register to Vote 
                                               1 
                  Georgia Senate Runoff Election 
                                               6 
                          Georgia Senate Runoffs 
                                               1 
                          Georgia United Victory 
                                               1 
                                Get Out the Vote 
                                              33 
                                Get Out The Vote 
                                               1 
             Get Your Friends Registered To Vote 
                                               8 
                                      GOOD PARTY 
                                              13 
                                            GOTV 
                                              46 
                           Governor Eric Holcomb 
                                               1 
                                  Healthy Voting 
                                              33 
                                    Heath Howard 
                                               1 
                              Helen Probst Mills 
                                               2 
                                   Holland Jones 
                                               2 
                         Holland Jones 4 Sheriff 
                                               1 
                          Holly Herson for HD 48 
                                               1 
           IE Supporting Joe Biden for President 
                                               4 
               IE Supporting Senator Gary Peters 
                                               2 
        IE Supporting VP Joe Biden for President 
                                               2 
                                     Immigration 
                                               1 
                                      INVESTinED 
                                              64 
                           Iowa Democratic Party 
                                               2 
                     iVote Civic Engagement Fund 
                                               1 
                      Jacqueline Smith for MCCCD 
                                               1 
                         Jason Crow for Congress 
                                               3 
                                   Jason Windham 
                                               1 
                                      Jeff Leach 
                                               1 
                           Jene Huffman Gilreath 
                                               1 
                                    Jerry Nadler 
                                               1 
                  Jessica Velasquez for NM House 
                                               1 
                        Jill Schupp for Congress 
                                               9 
                                       Joe Biden 
                                             473 
                     Joe Biden and Kamala Harris 
                                               9 
                         Joe Biden for President 
                                              11 
                            Joe Biden Mark Kelly 
                                               3 
                        JOE COLLINS FOR CONGRESS 
                                               2 
                                      John Check 
                                               6 
                               John Hickenlooper 
                                               4 
                                      John James 
                                               8 
                                      Jon Ossoff 
                                               2 
Judge Jennifer Brunner and Judge John P ODonnell 
                                               3 
                                       Just Vote 
                                              40 
               Kalamazoo County Housing Proposal 
                                               2 
                                      Kanye West 
                                               7 
                                  Karen Whitlock 
                                               2 
                                       Kate Bolz 
                                               1 
                                   Kate Schroder 
                                               3 
 Katie M Blakeman Champaign County Circuit Clerk 
                                               1 
                                    Katie Porter 
                                              13 
                                    Katie Stuart 
                                               2 
                                      Kelda Roys 
                                               2 
                                     Kelly Kautz 
                                               1 
                                     Kim Mangone 
                                               1 
                  Kimberly Bizon for US Congress 
                                               1 
            Kyle Boyer for PA Senate District 19 
                                               1 
         Kyle Boyer for State Senate District 19 
                                               1 
                                    Kyle J Boyer 
                                               1 
                      Kyle J Boyer for PA Senate 
                                               1 
          Kyle J Boyer for PA Senate District 19 
                                               1 
                   Kyle J Boyer for State Senate 
                                               4 
                                Lauren Underwood 
                                               6 
                                LCV Victory Fund 
                                              37 
                            Leaders We Can Trust 
                                               1 
                                  Leadership MKE 
                                               3 
                  League of Women Voters Fairfax 
                                               1 
                                Let America Vote 
                                               6 
                       Let America Vote and NDRC 
                                              22 
                                      Linda Thor 
                                               2 
                                  Lindsey Travis 
                                               1 
    Lindsey Travis -- Democrat for Wyoming HD 60 
                                               1 
                       Liz Stefanics for NM SD39 
                                               3 
                                Lynne King Smith 
                                               1 
           Macomb County MI County Prosecutor IE 
                                               2 
                                   Madeline Eden 
                                               2 
                                  Mail in Voting 
                                               2 
                                Majority Forward 
                                               1 
                  Make sure you get out and vote 
                                               1 
                        March For Our Lives GOTV 
                                               9 
                                    Mark Bussman 
                                               1 
                                      Mark Kelly 
                                               1 
                           Mark Kelly for Senate 
                                              26 
                                  Martin Lemelle 
                                               1 
                             Maryland Votes 2020 
                                               2 
                        Mas Caro Menos Cobertura 
                                               4 
         Matt Clark for Kansas House District 23 
                                               1 
                       Matt Lieberman for Senate 
                                               3 
                      Matt Rosendale for Montana 
                                               2 
Matthew Clark for Kansas State Representative 23 
                                               1 
                   Melanie Stansbury for NM HD28 
                                               2 
                            Michigan 2020 Census 
                                               4 
               Michigan Congressional Candidates 
                                               3 
           Michigan State Legislative Candidates 
                                              10 
                          Michigan Supreme Court 
                                               5 
                                 Michigan Voting 
                                               5 
                         Mike Bloomberg 2020 Inc 
                                              59 
                  Minnesota Department of Health 
                                              13 
                           Missi Tunnell Gilbert 
                                               1 
                 Mission Hospital Union Election 
                                               4 
                                       Moe Davis 
                                               8 
                          Moe Davis for Congress 
                                               4 
                               Mokah for Georgia 
                                               1 
                                  Mondaire Jones 
                                              10 
                               Monroe County DEC 
                                               1 
                           Montanans for Bullock 
                                               7 
                     Move Health Care Forward NJ 
                                              15 
                          MSEA - SEIU Local 1989 
                                              15 
                                              NA 
                                               3 
                               Natalie Broussard 
                                               1 
        National Popular Vote Interstate Compact 
                                               1 
               National Redistricting Foundation 
                                              36 
                   National Register to Vote Day 
                                               2 
                   National Register To Vote Day 
                                               4 
                               NC Team Democracy 
                                               1 
                   ND Behavioral Health Division 
                                               6 
                   Nevada State Democratic Party 
                                               1 
                            New Approach Montana 
                                               4 
                                  Nicole Breadon 
                                               6 
                                 Nicole Galloway 
                                               4 
                                            NJEA 
                                              12 
                                         No on 1 
                                               2 
                                     No Prop 207 
                                               1 
                 Non Partisan Voter Registration 
                                               1 
                                     Nonpartisan 
                                               2 
                           November 7th Election 
                                               4 
                               NRDC Action Votes 
                                               3 
                                      NV General 
                                               3 
                            Operation Dump Trump 
                                               2 
                           Organizing Corps 2020 
                                               3 
                                  PACT Coalition 
                                               1 
             Paid for by Spring for Council 2020 
                                               1 
                                     Pasha Baker 
                                               4 
                             Pat Timmons Goodson 
                                               2 
                   Patients for Affordable Drugs 
                                              28 
           Patricia Timmons Goodson for Congress 
                                              11 
                                  Paula Prentice 
                                               1 
                                Pete for America 
                                              70 
                                      Peter Cruz 
                                               2 
                                    Poder Latinx 
                                               1 
                       Police Reform in Maryland 
                                               1 
                                   Poll Official 
                                               1 
                           Poor Peoples Campaign 
                                               2 
                          President Donald Trump 
                                              27 
                                 President Trump 
                                              59 
                                 PRESIDENT TRUMP 
                                              23 
                           Presidential Election 
                                               4 
                               Presidential Poll 
                                               4 
                                 PrezzyFlipFlops 
                                               5 
                             Prochoice Democrats 
                                               2 
            Progress Florida Education Institute 
                                              11 
         Progress Michigan Political Action Fund 
                                               1 
                                     Progress NC 
                                               5 
                         Progress North Carolina 
                                             161 
                               Progress Virginia 
                                               2 
                                   Proposition R 
                                               9 
                                Protect NC Water 
                                               3 
                             Protect The Promise 
                                               1 
      PSA of musicians encouraging users to vote 
                                               3 
                                 Raphael Warnock 
                                               6 
                  Raphael Warnock and Jon Ossoff 
                                               4 
                      Rashida Tlaib for Congress 
                                               3 
                                   Real Facts NC 
                                              21 
                          Reelect Paula Prentice 
                                               1 
                                Register to Vote 
                                               8 
                                Register To Vote 
                                               1 
                           Register to Vote 2020 
                                               1 
                        Register to Vote in 2020 
                                               2 
                             Reproductive Rights 
                                               1 
                   Republican National Committee 
                                              16 
                         Republican Retail Store 
                                               1 
                        Reverend Raphael Warnock 
                                               3 
                                  RideShare2Vote 
                                               2 
                                  Ritchie Torres 
                                               1 
                                       Rob Ochoa 
                                               1 
                                   Robert Peters 
                                               1 
                                   Rock the Vote 
                                               2 
                           Rocky Mountain Values 
                                               1 
                                     Ryan Berman 
                                               5 
                                Ryan For Arizona 
                                               1 
                 Ryan Kauffman For Circuit Clerk 
                                               2 
  Ryan Kauffman For Kendall County Circuit Clerk 
                                               1 
                                    Ryan Starzyk 
                                               2 
             Ryan Starzyk State Senate Candidate 
                                               2 
                                      Sam Hatton 
                                               1 
                                  Sanford Bishop 
                                               3 
                                     Sara Gideon 
                                              19 
                                     Sara Jacobs 
                                               9 
                             Schiff for Congress 
                                               4 
                                    Science Moms 
                                               1 
                                 Second Stimulus 
                                               2 
                             Senator Mark Warner 
                                               4 
        Shawn Hingson For Suwanee County Sheriff 
                                               1 
       Shawn Hingson For Suwannee County Sheriff 
                                              10 
                        Shelley Luther for Texas 
                                               4 
                                 Show Up To Vote 
                                             137 
                          Signup to Vote by Mail 
                                               3 
                              Sisters in Service 
                                               2 
                          Smart and Safe Arizona 
                                               8 
                           Social Sustainability 
                                               1 
                               Spanish Neighbors 
                                               1 
             Spiros Mantzavinos for State Senate 
                                               1 
                                    Spring Break 
                                               6 
             Sprite Coca Cola Create Your Future 
                                               2 
                              Squad Victory Fund 
                                               3 
                              Stephanie Phillips 
                                               1 
                        Steve Bullock for Senate 
                                               6 
                        STEVE DAINES FOR MONTANA 
                                               2 
                           Sue Finney 4 MN House 
                                               1 
                                Sunrise Movement 
                                               2 
                                   Supermajority 
                                             250 
                               Supermajority PAC 
                                               6 
                              Support HEROES Act 
                                              10 
                                     Suraj Patel 
                                               1 
                       Susan Collins for Senator 
                                               1 
                          Susie Lee for Congress 
                                              13 
                                     T Dan Baker 
                                               1 
                              Take Back Colorado 
                                               3 
                                     Team Graham 
                                               9 
                                        Ted Cruz 
                                               2 
                                 The IMPACT Fund 
                                              15 
                              Theresa Greenfield 
                                              12 
                             They Voted Will You 
                                               1 
                                 Titere de Trump 
                                               3 
                Todd Hunter- State Rep 32nd Dist 
                                               1 
   Tony Sumnicht for Crystal City Council Ward 3 
                                               1 
                                           Trump 
                                               4 
                                      Trump 2020 
                                               2 
                                 Tulsa Voter Van 
                                               2 
                               Turning Point USA 
                                               1 
                            Turnout Activism Inc 
                                              11 
    United States Conference of Catholic Bishops 
                                              13 
                                   USG President 
                                               2 
                      Valerie Plame for Congress 
                                               1 
                                        Vota Hoy 
                                               1 
                                            Vote 
                                               4 
                                       Vote 2020 
                                              76 
                                       VOTE BLUE 
                                               2 
                                    Vote By Mail 
                                             220 
                                      Vote Early 
                                               4 
                                Vote Early Video 
                                               1 
                               Vote Like A Madre 
                                               2 
                               Vote Like a Woman 
                                              14 
                                    Vote With Us 
                                               1 
                                        Vote Yes 
                                               2 
                           Vote Yes For Fairness 
                                               7 
                                   Vote Your Way 
                                               2 
                                         Vote411 
                                               2 
                               Votemos por Smith 
                                               2 
                                     Voter Guide 
                                               1 
                              Voter Registration 
                                              37 
                Voter Registration and Education 
                                               3 
                                      VoteWithUs 
                                               1 
                       Voting Rights Protections 
                                              15 
                                     Voto Latino 
                                              27 
                             Warnock for Georgia 
                                               1 
                            Warren for President 
                                               9 
                                  We Go Together 
                                               2 
                 We need you to get out and vote 
                                               1 
                       Wear a Mask Fight Covid19 
                                               1 
                                When We All Vote 
                                               4 
                   Wisconsin Conservation Voters 
                                              17 
                                      Women Vote 
                                              60 
                                  Women Vote CO3 
                                               8 
                       Working Families Party IE 
                                               2 
 Yes On 2 MA Ranked Choice Voting 2020 Committee 
                                              16 
                                YES on 2C and 2D 
                                               1 
                              Youth Vote Matters 
                                               3 
                                    Youth Voters 
                                               1

Code

polads <- filter(polads, str_detect(candidate_ballot_information, 'Biden|Trump'))

# sanity check

table(select(polads,candidate_ballot_information)) %>%
  knitr::kable()

candidate_ballot_information	Freq
Against Trump	1
Biden	5
Biden for President	676
Biden Harris	2
Biden Victory Fund	65
Biden vs Trump	1
Democrats and Joe Biden	1
Donal Trump	1
Donald J Trump	12
Donald J Trump for President	312
Donald Trump	66
IE Supporting Joe Biden for President	4
IE Supporting VP Joe Biden for President	2
Joe Biden	473
Joe Biden and Kamala Harris	9
Joe Biden for President	11
Joe Biden Mark Kelly	3
Operation Dump Trump	2
President Donald Trump	27
President Trump	59
Titere de Trump	3
Trump	4
Trump 2020	2

There are two entries that contain the string “Trump” but are in fact campaigning against him (“Against Trump”, “Operation Dump Trump”, “Titere de Trump”). There’s also an entry called “Biden vs Trump” which doesn’t clearly indicate which party the ad will be supporting. Removing these rows so that they don’t skew the results:

Code

polads <- polads %>%
  filter(!(candidate_ballot_information=="Against Trump"| candidate_ballot_information=="Operation Dump Trump"| candidate_ballot_information=="Biden vs Trump"| candidate_ballot_information=="Titere de Trump"))

(aside: 7 ads for Kanye West!)

Since missing values in certain columns indicate that either all or none of the categories in the column were targeted, I’m changing their missing values accordingly for easy analysis.

Code

table(select(polads,gender))

gender
FEMALE   MALE 
     3     84

Code

table(select(polads,os_type))

os_type
ANDROID     IOS 
      2       4

Code

table(select(polads,language))

language
      en    en,es en,es,ar       es 
     113        7        1       25

Code

table(select(polads,advanced_demographics))

advanced_demographics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          College Graduates 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               HHI: High Net Worth,HHI: 100-250k,HHI: 250k+ 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Moms 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
                                                            New Moms,Married People,New Parents,Parents,Small Business Employees,Spanish Speakers,Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Household Income ($50,000-$74,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12),Occupation (Retired),Moms (Working),Moms (Single),Education (Bachelor Degree),Education (High School Diploma),Education (Some High School),Moms (2+ children) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1 
                    New Moms,New Parents,Married People,Parents,HHI: <50k,Small Business Decisionmakers,Household Income ($50,000-$74,999),Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12),Occupation (Office & Administrative),Moms (Working),Occupation (Retired),Moms (Stay at Home),Moms (Single),Spanish Speakers,Education (Bachelor Degree),Education (Some High School),Moms (2+ children) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
New Moms,Parents,Small Business Decisionmakers,Small Business Employees,Education (High School Diploma),Education (Bachelor Degree),Education (Some College),Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Household Income ($50,000-$74,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Moms (Single),New Parents,Moms (Working),Spanish Speakers,Education (Some High School),Life Event (Recently Single, 6 months),Occupation (Retired),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Occupation (Blue Collar) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Spanish Speakers 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          7

Code

table(select(polads,targeting_connection_type))

< table of extent 0 >

Code

table(select(polads,targeting_carrier_isp))

< table of extent 0 >

Code

polads <- polads %>%
  replace_na(list(gender = "ALL",os_type = "ALL",language = "none",advanced_demographics = "None",targeting_connection_type = "None",targeting_carrier_isp = "ALL"))

# sanity check
table(select(polads,gender))

gender
   ALL FEMALE   MALE 
  1647      3     84

Code

table(select(polads,os_type))

os_type
    ALL ANDROID     IOS 
   1728       2       4

Code

table(select(polads,language))

language
      en    en,es en,es,ar       es     none 
     113        7        1       25     1588

Code

table(select(polads,advanced_demographics))

advanced_demographics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          College Graduates 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               HHI: High Net Worth,HHI: 100-250k,HHI: 250k+ 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Moms 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
                                                            New Moms,Married People,New Parents,Parents,Small Business Employees,Spanish Speakers,Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Household Income ($50,000-$74,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12),Occupation (Retired),Moms (Working),Moms (Single),Education (Bachelor Degree),Education (High School Diploma),Education (Some High School),Moms (2+ children) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1 
                    New Moms,New Parents,Married People,Parents,HHI: <50k,Small Business Decisionmakers,Household Income ($50,000-$74,999),Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12),Occupation (Office & Administrative),Moms (Working),Occupation (Retired),Moms (Stay at Home),Moms (Single),Spanish Speakers,Education (Bachelor Degree),Education (Some High School),Moms (2+ children) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
New Moms,Parents,Small Business Decisionmakers,Small Business Employees,Education (High School Diploma),Education (Bachelor Degree),Education (Some College),Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Household Income ($50,000-$74,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Moms (Single),New Parents,Moms (Working),Spanish Speakers,Education (Some High School),Life Event (Recently Single, 6 months),Occupation (Retired),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       None 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       1716 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Occupation (Blue Collar) 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Spanish Speakers 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          7

Code

table(select(polads,targeting_connection_type))

targeting_connection_type
None 
1734

Code

table(select(polads,targeting_carrier_isp))

targeting_carrier_isp
 ALL 
1734

The case of `age_bracket` and `advanced_demographics`

The age_bracket column’s values are as follows:

Code

table(select(polads,age_bracket)) %>%
    knitr::kable()

age_bracket	Freq
15+	3
17-24	1
17-27	2
17+	1
18-20	1
18-24	19
18-28	1
18-32	1
18-34	837
18-35	6
18-40	3
18-45	36
18-49	16
18+	642
19+	3
20+	33
21+	35
23+	5
25+	7
30+	1
35+	8

Clearly, the column’s values overlap and tend to refer to similar age groups, for instance, 18-20, 18-24, and 18+.

As for advanced_demographics:

Code

table(select(polads,advanced_demographics))%>%
  knitr::kable()

advanced_demographics	Freq
College Graduates	1
HHI: High Net Worth,HHI: 100-250k,HHI: 250k+	2
Moms	2
New Moms,Married People,New Parents,Parents,Small Business Employees,Spanish Speakers,Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Household Income ($50,000-$74,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12),Occupation (Retired),Moms (Working),Moms (Single),Education (Bachelor Degree),Education (High School Diploma),Education (Some High School),Moms (2+ children)	1
New Moms,New Parents,Married People,Parents,HHI: <50k,Small Business Decisionmakers,Household Income ($50,000-$74,999),Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12),Occupation (Office & Administrative),Moms (Working),Occupation (Retired),Moms (Stay at Home),Moms (Single),Spanish Speakers,Education (Bachelor Degree),Education (Some High School),Moms (2+ children)	2
New Moms,Parents,Small Business Decisionmakers,Small Business Employees,Education (High School Diploma),Education (Bachelor Degree),Education (Some College),Household Income ($1,000-$24,999),Household Income ($25,000-$49,999),Household Income ($50,000-$74,999),Life Event (First Time Homebuyer),Life Event (New Homeowner, 12 months),Moms (Single),New Parents,Moms (Working),Spanish Speakers,Education (Some High School),Life Event (Recently Single, 6 months),Occupation (Retired),Presence of Child (Age: 0-3),Presence of Child (Age: 10-12)	1
None	1716
Occupation (Blue Collar)	2
Spanish Speakers	7

Clearly, very few ads provided additional demographic information for ad targetting and the data aren’t uniform (i.e. there are details on people’s household incomes, occupations, languages spoken, educational levels, number of children etc.), so I wouldn’t be able to effectively analyze it in relation to other columns.

Though I was looking forward to analyzing these columns, the data they had were too sparse to work with.

Wrangling with the date columns

The “Z” at the end of the date-timestamp indicates that the timezone chosen is UTC, but I won’t be requiring it for analysis, so I’ll remove it. Also, I’m arranging the rows by the start date set for the advertisement and converting the data types of the date columns (start_date and end_date) from character to date-time.

Code

#checking for missing values
table(is.na(polads$start_date))


FALSE 
 1734

Code

polads <- polads %>%
  arrange(ymd_hms(polads$start_date))

#sanity check

head(polads)

# A tibble: 6 × 31
  adid     creat…¹ curre…² spend impre…³ start…⁴ end_d…⁵ organ…⁶ billi…⁷ candi…⁸
  <chr>    <chr>   <chr>   <dbl>   <dbl> <chr>   <chr>   <chr>   <chr>   <chr>  
1 7f09cee… https:… USD       114  7.69e4 2020/0… <NA>    Marud … 7050 W… Donald…
2 ef7401b… https:… USD      6360  6.12e6 2020/0… <NA>    Marud … 7050 W… Donald…
3 46bc9ef… https:… USD        27  2.75e4 2020/0… <NA>    Marud … 7050 W… Donald…
4 5ea3e51… https:… USD     14836  3.18e7 2020/0… <NA>    Marud … 7050 W… Donald…
5 66652b8… https:… USD      1636  3.67e6 2020/0… <NA>    Marud … 7050 W… Donald…
6 676f4ed… https:… USD        77  1.81e4 2020/0… 2020/0… Biden … 1500 M… Joe Bi…
# … with 21 more variables: paying_advertiser_name <chr>, gender <chr>,
#   age_bracket <chr>, country_code <chr>, regions_included <chr>,
#   regions_excluded <chr>, electoral_districts_included <chr>,
#   radius_targeting_included <chr>, radius_targeting_excluded <chr>,
#   metros_included <chr>, metros_excluded <chr>, postal_codes_included <list>,
#   postal_codes_excluded <chr>, interests <chr>, os_type <chr>,
#   segments <chr>, language <chr>, advanced_demographics <chr>, …
# ℹ Use `colnames()` to see all variable names

Code

class(polads$start_date)

[1] "character"

Code

# converting data types of date columns from string to datetime

polads <- polads %>%
  mutate(start_date = ymd_hms(start_date)) %>%
  mutate(end_date = ymd_hms(end_date))

# rechecking class of these columns
class(polads$start_date)

[1] "POSIXct" "POSIXt"

Code

class(polads$end_date)

[1] "POSIXct" "POSIXt"

Code

head(polads)

# A tibble: 6 × 31
  adid     creat…¹ curre…² spend impre…³ start_date          end_date           
  <chr>    <chr>   <chr>   <dbl>   <dbl> <dttm>              <dttm>             
1 7f09cee… https:… USD       114  7.69e4 2020-01-04 20:55:49 NA                 
2 ef7401b… https:… USD      6360  6.12e6 2020-01-04 20:55:49 NA                 
3 46bc9ef… https:… USD        27  2.75e4 2020-01-07 00:50:06 NA                 
4 5ea3e51… https:… USD     14836  3.18e7 2020-01-07 03:09:54 NA                 
5 66652b8… https:… USD      1636  3.67e6 2020-01-10 02:11:36 NA                 
6 676f4ed… https:… USD        77  1.81e4 2020-01-10 17:23:38 2020-01-15 17:23:38
# … with 24 more variables: organization_name <chr>, billing_address <chr>,
#   candidate_ballot_information <chr>, paying_advertiser_name <chr>,
#   gender <chr>, age_bracket <chr>, country_code <chr>,
#   regions_included <chr>, regions_excluded <chr>,
#   electoral_districts_included <chr>, radius_targeting_included <chr>,
#   radius_targeting_excluded <chr>, metros_included <chr>,
#   metros_excluded <chr>, postal_codes_included <list>, …
# ℹ Use `colnames()` to see all variable names

Next, I want to create a new column that gives the duration for which the ad was run on Snapchat. I chose to display this information in hours.

Code

polads <- polads %>%
  mutate(ad_duration = difftime(end_date,start_date,units= c("hours")))

unique(polads$ad_duration)

  [1]          NA  120.000000  131.605833  131.399167  168.616667   33.011111
  [7]   85.733889    6.654722  173.631667  172.604167  171.250556  149.866667
 [13]  148.000000  144.000000  226.211389  226.211111  226.208611  226.206111
 [19]  226.205833  175.622778  175.620278  415.280278  415.278333 1860.741667
 [25]  323.741667   96.793333  155.999722  167.999722  503.999722  167.983333
 [31]  144.999722  335.966667  335.965278  335.960278  335.957500  335.956944
 [37]  335.951944  312.950278  128.200000  128.116667  128.016667  127.700000
 [43]  126.266667  126.205000  126.118889  126.016667  125.506389  125.239722
 [49]  125.164444  301.007500  128.999722  223.441111  168.822222  168.816111
 [55]  168.813333  168.809167  168.808889  168.807778  168.805278  168.803611
 [61]  168.791111  168.781389  168.775833  544.499722   37.778889   37.712778
 [67]   37.624722   37.495556   37.468056   37.441111   37.409444   37.383611
 [73]   37.357222   37.319722   37.291667   11.584167   11.549167   11.481944
 [79]   11.435556   11.407222   11.379167   11.353611   11.301111   11.274722
 [85]   11.251944   11.229444   24.000000  167.996389  167.995278   12.722500
 [91]   12.052222   12.021944   11.936944   11.839722   11.805278   11.763611
 [97]   11.736111   11.714167   11.648889   11.647222    9.466944  835.854722
[103]  125.184444  623.999722  167.999444  167.998889  167.990556  167.987778
[109]  159.999722  147.350000  129.216111  129.491667  645.401111  612.831667
[115]  589.045000  615.178889  588.330000  511.026667  578.026944  487.057500
[121]  554.057778  463.026667   31.026667  107.214167  505.000000  499.000000
[127]  513.937500  168.000000   48.000000  434.123889  436.123889  348.000000
[133]  352.000000  336.719722  312.908889  319.996111  314.882222   27.999722
[139]  286.466667  298.183333  294.123611  296.123611  227.999722  227.499722
[145]  264.999722  240.975556  238.131667  253.086667  264.054444   36.054167
[151]  228.992222  266.963056  179.962778  198.620556  217.000000  224.000000
[157]  190.991111  127.057500  152.057500  188.500000  188.000000  192.999722
[163]  189.500000  190.000000  187.999167  130.999722  132.000000  125.055556
[169]  125.060833  125.056111  125.061111  125.046111  125.057778  125.059722
[175]  125.057500  122.421389   58.141111  100.152500   61.141111  103.583333
[181]   84.000000   85.000000   86.000000   81.131944   51.165278   53.979444
[187]   28.999722   40.336667

Missing values show up for those rows without an end date for the advertisement.

Wrangling with the location columns

The following columns indicate differnet types of information about the locations targeted by the advertisements: regions_included, regions_excluded, electoral_districts_included, radius_targeting_included, radius_targeting_excluded, metros_included, metros_excluded, postal_codes_included, postal_codes_excluded. Most of these columns do not have enough values to be effectively analyzed, and due to a lack of time, the list column postal_codes_included could not be included in analysis.

I’ll be using the regions_included and regions_excluded columns for analysis. They have multiple regions in them which need to be separated:

Code

# `regions_included`
table(select(polads,regions_included)) %>%
  knitr::kable()

regions_included	Freq
Alabama,Alaska,Arizona,Arkansas,California,Colorado,Connecticut,Delaware,District of Columbia,Florida,Georgia,Hawaii,Idaho,Illinois,Indiana,Iowa,Kansas,Kentucky,Maine,Louisiana,Maryland,Massachusetts,Michigan,Minnesota,Missouri,Montana,Mississippi,Nebraska,Nevada,New Hampshire,New Jersey,North Carolina,New Mexico,North Dakota,Ohio,New York,Oregon,Oklahoma,Pennsylvania,South Carolina,Rhode Island,South Dakota,Tennessee,Texas,Utah,Vermont,Virginia,Washington,West Virginia,Wisconsin,Wyoming	2
Alabama,Arkansas,Florida,Georgia,Indiana,Idaho,Iowa,Kansas,Kentucky,Louisiana,Wyoming,Virginia,Tennessee,South Carolina,South Dakota,Texas,Nebraska,Montana,New Mexico,Ohio,North Dakota,North Carolina,Arizona	2
Alabama,Wyoming,Idaho,West Virginia,Louisiana,Tennessee	1
Arizona	150
Arizona,Colorado,Florida,Georgia,Iowa,Michigan,Minnesota,North Carolina,New Hampshire,Nevada,Ohio,Pennsylvania,Texas,Virginia,Wisconsin	8
Arizona,Florida,Georgia,Iowa,North Carolina,Nevada,Ohio,Pennsylvania,Wisconsin	2
Arizona,Florida,Georgia,North Carolina,Nevada,Ohio,Pennsylvania,Wisconsin	1
Arizona,Florida,Minnesota,Michigan,Nevada,North Carolina,Pennsylvania,Wisconsin	4
California,New York	3
Colorado	2
Colorado,Florida,Georgia,Michigan,Iowa,Ohio,Pennsylvania,Virginia,Wisconsin	1
Colorado,Georgia,Florida,Iowa,Ohio,Pennsylvania,Wisconsin	1
Florida	156
Florida,Alabama,Mississippi,Louisiana,Texas,South Carolina,North Carolina	1
Florida,Georgia,Alabama,Mississippi,South Carolina,North Carolina,Texas	1
Georgia	29
Idaho,Utah,Arizona,Wyoming,North Dakota,South Dakota,Kansas,Oklahoma,Texas,Iowa,Missouri,Arkansas,Indiana,Tennessee,Mississippi,Ohio,Alabama,West Virginia,South Carolina,Georgia,Florida	1
Iowa	27
Iowa,Michigan,Arizona,Florida,Georgia,Maine,Nebraska,Minnesota,North Carolina,Ohio,Pennsylvania,Wisconsin,Nevada	1
Maine	8
Michigan	138
Minnesota	87
Nebraska	6
Nevada	64
New Hampshire	2
North Carolina	116
Ohio	24
Pennsylvania	123
Pennsylvania,Wisconsin,New Hampshire,North Carolina,Nevada	1
Texas,Florida,Georgia,Tennessee,California,New York	1
Virginia	2
Wisconsin	111

Code

polads <- polads %>%
  separate_rows(regions_included, sep = ",")

# sanity check
unique(polads$regions_included)

 [1] NA                     "Alabama"              "Arkansas"            
 [4] "Florida"              "Georgia"              "Indiana"             
 [7] "Idaho"                "Iowa"                 "Kansas"              
[10] "Kentucky"             "Louisiana"            "Wyoming"             
[13] "Virginia"             "Tennessee"            "South Carolina"      
[16] "South Dakota"         "Texas"                "Nebraska"            
[19] "Montana"              "New Mexico"           "Ohio"                
[22] "North Dakota"         "North Carolina"       "Arizona"             
[25] "California"           "New York"             "West Virginia"       
[28] "Utah"                 "Oklahoma"             "Missouri"            
[31] "Mississippi"          "Pennsylvania"         "Wisconsin"           
[34] "New Hampshire"        "Nevada"               "Alaska"              
[37] "Colorado"             "Connecticut"          "Delaware"            
[40] "District of Columbia" "Hawaii"               "Illinois"            
[43] "Maine"                "Maryland"             "Massachusetts"       
[46] "Michigan"             "Minnesota"            "New Jersey"          
[49] "Oregon"               "Rhode Island"         "Vermont"             
[52] "Washington"

Code

# `regions_excluded`
table(select(polads,regions_excluded)) %>%
  knitr::kable()

regions_excluded	Freq
Alaska	66
Alaska,California,Hawaii	7
Hawaii,Alaska,California	7

Code

polads <- polads %>%
  separate_rows(regions_excluded, sep = ",")

# sanity check
unique(polads$regions_excluded)

[1] "Alaska"     NA           "Hawaii"     "California"

The states of Alaska, Hawaii, and California were excluded from being shown certain political advertisements of the candidates.

[california political advertisement disclosure law]

Checking whether information on organization_name and paying_advertiser_name is available for those advertisements excluding these regions:

Code

polads %>%
  select(organization_name,paying_advertiser_name,spend,candidate_ballot_information,regions_excluded) %>%
  group_by(organization_name) %>%
  filter(str_detect(regions_excluded, 'California|Hawaii|Alaska')) %>%
  distinct()

# A tibble: 72 × 5
# Groups:   organization_name [1]
   organization_name paying_advertiser_name spend candidate_ballot_inf…¹ regio…²
   <chr>             <chr>                  <dbl> <chr>                  <chr>  
 1 Marud Khan        Albbiom Marketing LLC    114 Donald Trump           Alaska 
 2 Marud Khan        Albbiom Marketing LLC   6360 Donald Trump           Alaska 
 3 Marud Khan        Albbiom Marketing LLC     27 Donald Trump           Alaska 
 4 Marud Khan        Albbiom Marketing LLC  14836 Donald Trump           Alaska 
 5 Marud Khan        Albbiom Marketing LLC   1636 Donald Trump           Alaska 
 6 Marud Khan        Albbiom Marketing LLC   3120 Donal Trump            Alaska 
 7 Marud Khan        Albbiom Marketing LLC    102 Donald Trump           Alaska 
 8 Marud Khan        Albbiom Marketing LLC    235 Donald Trump           Alaska 
 9 Marud Khan        Albbiom Marketing LLC     87 Donald Trump           Alaska 
10 Marud Khan        Albbiom Marketing LLC     95 Donald Trump           Alaska 
# … with 62 more rows, and abbreviated variable names
#   ¹candidate_ballot_information, ²regions_excluded
# ℹ Use `print(n = ...)` to see more rows

Interestingly, all of the ads that excluded these regions supported Donald Trump as a candidate, were by an organization called Marud Khan, and were paid for by Albbiom Marketing LLC. According to Markay (2020), Albbiom Marketing LLC is a marketing company that provides “free” Trump merchandise. They also found no evidence that ‘Marud Khan’ was a real person.

Lastly, I’ll be changing the entries candidate_ballot_information to either “Biden” or “Trump” so that it’s more uniform for ease of analysis. For instance, “Joe Biden for President” will be changed to “Biden”.

Code

# changing `candidate_ballot_information` to either "Biden" or "Trump"
polads <- polads %>%
  mutate(candidate_ballot_information = case_when(
    str_detect(candidate_ballot_information, "Biden") ~ "Biden",
    str_detect(candidate_ballot_information, "Trump")  ~ "Trump",
    TRUE ~ candidate_ballot_information))

# sanity check
polads %>%
  filter(str_detect(candidate_ballot_information, "Trump")) %>%
  tally() %>%
  knitr::kable(col.names = "Number of Trump ads")

Number of Trump ads
734

Code

polads %>%
  filter(str_detect(candidate_ballot_information, "Biden")) %>%
  tally() %>%
  knitr::kable(col.names = "Number of Biden ads")

Number of Biden ads
1410

There are 1410 political advertisements supporting Biden’s campaign and 734 political advertisements for Trump’s campaign.

Data Analysis and Visualization

Highest expenditure on a single ad by candidate

Code

polads %>%
  group_by(candidate_ballot_information) %>% 
  slice(which.max(spend))

# A tibble: 2 × 32
# Groups:   candidate_ballot_information [2]
  adid    creat…¹ curre…²  spend impre…³ start_date          end_date           
  <chr>   <chr>   <chr>    <dbl>   <dbl> <dttm>              <dttm>             
1 fd0d0b… https:… USD     151724  6.08e6 2020-11-03 05:00:00 2020-11-04 09:59:59
2 9cc7b1… https:… USD      33349  3.04e7 2020-02-19 04:14:48 NA                 
# … with 25 more variables: organization_name <chr>, billing_address <chr>,
#   candidate_ballot_information <chr>, paying_advertiser_name <chr>,
#   gender <chr>, age_bracket <chr>, country_code <chr>,
#   regions_included <chr>, regions_excluded <chr>,
#   electoral_districts_included <chr>, radius_targeting_included <chr>,
#   radius_targeting_excluded <chr>, metros_included <chr>,
#   metros_excluded <chr>, postal_codes_included <list>, …
# ℹ Use `colnames()` to see all variable names

The highest funds allocated for a single political advertisement supporting Biden (and overall) was $151724, while the $33349 spent by Albbiom Marketing LLC was the most expensive political advertisement for Trump’s campaign. The Biden advertisment was displayed almost all day on election day (11/03/2020) as indicated by its start and end date. Even though more was spent on the Biden advertisement, Trump’s advertisement had more impressions (30383613).

Relative ad expenditure and impressions over time by candidate

I’m interested in knowing the relative expenditure on advertisements for both candidates. First, I want to extract the month from the start_date and end_date columns and use it to determine spending over the months. I’ll need to take a log transformation because the values in the spend column are skewed. I’m using a boxplot since I want to compare the distribution of spend for the two values in candidate_ballot_information.

Code

polads <- polads %>%
  mutate(start_month = month(start_date,label = TRUE),end_month = month(end_date, label = TRUE)) 

#sanity check
str(polads$start_month)

 Ord.factor w/ 12 levels "Jan"<"Feb"<"Mar"<..: 1 1 1 1 1 1 1 1 1 1 ...

Code

str(polads$end_month)

 Ord.factor w/ 12 levels "Jan"<"Feb"<"Mar"<..: NA NA NA NA NA 1 1 1 NA NA ...

Code

exp_by_month_plot <- ggplot(polads, aes(log(spend), start_month, color= candidate_ballot_information)) + geom_boxplot() + scale_color_brewer(palette = "Set2") + labs(title = "Snapchat Political Ad Expenditure By Month (2020)", x = "Expenditure", y = "Month", colour = "Candidate") + theme_minimal()

exp_by_month_plot

Warning: Removed 8 rows containing non-finite values (stat_boxplot).

On average, ads for Biden spent more that ads for Trump. Also, political ads supporting Biden’s campaign were more frequent in the months leading up to election day, i.e. August to November.

relative impressions over time for both campaigns

Code

imp_by_month_plot <- ggplot(polads, aes(log(impressions), start_month, color= candidate_ballot_information)) + geom_boxplot() + scale_color_brewer(palette = "Set2") + labs(title = "Snapchat Political Ad Impressions By Month (2020)", x = "Impressions", y = "Month", colour = "Candidate") + theme_minimal()

imp_by_month_plot

I also want to determine whether there’s a correlation between spend and impressions.

Code

polads_cor <- polads %>% 
  select(spend,impressions) %>% 
  correlate()

Correlation computed with
• Method: 'pearson'
• Missing treated using: 'pairwise.complete.obs'

Code

polads_cor_plot <- rplot(polads_cor) + labs(title = "Correlation between Ad Expenditure and Impressions Received\n")
polads_cor_plot

This plot shows us that there’s a moderate correlation between these two variables.

Location targeting by candidate

regions_included - chloropleth - states targeted = grouped by candidate

Note: missing values - x% were targeted to all states

impressions sum - per org
spend sum - per org
spend and impressions - scatterplot/line graph - grouped by candidate, org

Reflections

the potential of political advertisements on social media - more impressions, and thus, more impact
The US has made most use of the Snapchat platform for political ads compared to other countries.
Wasn’t able to use advanced_demographics because of sparse data and age_bracket because of overlapping categories - would’ve provided deeper insight into which demographics the candidates and their supporters were interested in

Further Directions and Conclusion

Using the postal codes and latitude-longitude columns to map more specific regions

References

Footnotes

Snap Audience Match or Customer List Audience is a Snapchat feature that allows users to send their data to the platform and its affiliates to form custom audiences (“Snapchat Audience Match Terms”, n.d.).↩︎
A Lookalike audience reaches Snapchat users that have similar characteristics to an organization account’s existing customers. There are three different options: Similarity (a small-size audience that closely resembles the seed audience), Balance (a medium-size audience that balances similarity and reach), and Reach (a large-size audience that broadly resembles the seed audience) (“Lookalike Audiences”, n.d.).↩︎

Introduction

Reading in the Data

Data Frame Summary

polads_orig

Tidying the Data

Narrowing down the data

The case of age_bracket and advanced_demographics

Wrangling with the date columns

Wrangling with the location columns

Data Analysis and Visualization

Highest expenditure on a single ad by candidate

Relative ad expenditure and impressions over time by candidate

Location targeting by candidate

Reflections

Further Directions and Conclusion

References

Footnotes

The case of `age_bracket` and `advanced_demographics`